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• Chapter

  iScope – Viewing Biosignals on Mobile Devices

  Breitwieser, C., Terbu, O., Holzinger, A., Brunner, C., Lindstaedt, S. & Müller-Putz, G., 2012, ICPCA SWS 2012, Springer Lecture Notes in Computer Science LNCS 7719. 1 ed. Heidelberg, Berlin, New York: Springer, p. 50-56

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• Knowledge Discovery & Visualization of Clusters for Erythromycin Related Adverse Events in the FDA Drug Adverse Event Reporting System

  Yildirim, P., Bloice, M. D. & Holzinger, A., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. Heidelberg, Berlin: Springer, p. 101-116

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Knowledge Discovery and Data Mining in Biomedical Informatics: The future is in Integrative, Interactive Machine Learning Solutions

  Holzinger, A. & Jurisica, I., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin, New York: Springer, Vol. 8401. p. 1-18

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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  • Data mining
  • Learning systems
  • Fusion reactions
  • Processing
  • Costs

• Knowledge Discovery from Complex High Dimensional Data

  Lee, S. & Holzinger, A., 10 Jul 2016, Solving Large Scale Learning Tasks. Challenges and Algorithms: Springer Lecture Notes in Artificial Intelligence LNAI 9580. Michaelis, S., Piatkowski, N. & Stolpe, M. (eds.). Heidelberg, Berlin, New York: Springer International, p. 148 167 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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  • Data mining
  • Graph theory
  • Knowledge representation
  • Large scale systems
  • Data acquisition

• Lecture 5 Semi-structured, weakly structured and unstructured data

  Holzinger, A., 2014, Biomedical Informatics: Discovering Knowledge in Big Data. 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 219-268

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• Machine Learning for Health Informatics

  Holzinger, A., 22 Dec 2016, Machine Learning for Health Informatics: State-of-the-Art and Future Challenges, Lecture Notes in Artificial Intelligence LNAI 9605. Holzinger, A. (ed.). Cham: Springer International, p. 1-24 (Lecture Notes in Artificial Intelligence; vol. 9605).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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  • Learning systems
  • Health
  • Protein folding
  • Data privacy
  • Data visualization

• Making Apps Useable on Multiple Different Mobile Platforms: On Interoperability for Business Application Development on Smartphones

  Holzinger, A., Treitler, P. & Slany, W., 2012, CD-ARES 2012, LNCS 7465, IIFIP International Federation for Information Processing (2012). 1 ed. Heidelberg, Berlin, New York: Springer, p. 176-189

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• MashUps For E-Learning 2.0 Simple Personal Learning Environments (PLE) For Frequent Computer Users

  Auinger, A., Nedbal, D., Holzinger, A., Scerbakov, N. & Ebner, M., 2012, Advances in Industrial Engineering, Information and Water Resources. 1 ed. WIT Transactions on Engineering Sciences, p. 649-662

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

• Medicine and Health Care as a Data Problem: Will Computers become better medical doctors?

  Holzinger, A., Duerr-Specht, M. & Goebel, R., 2015, Smart Health: Open Problems and Future Challenges, Springer Lecture Notes in Computer Science LNCS 8700. 1 ed. Heidelberg, Berlin: Springer, p. 21-39

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

• Mobile Anwendungen für Medizin und Gesundheit

  Novak, J., Ziegler, J., Hoppe, U., Holzinger, A., Heintze, C. & Böckle, M., 2012, Gesellschaft für Informatik Mensch & Computer 2012. 1 ed. ., p. 227-230

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

• Mobile Computing is not Always Advantageous: Lessons Learned from a Real-World Case Study in a Hospital

  Holzinger, A., Sommerauer, B., Spitzer, P., Juric, S., Zalik, B., Debevc, M., Lidynia, C., Calero Valdez, A., Röcker, C. & Ziefle, M., 2014, Availability, Reliability, and Security in Information Systems. 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 110-123

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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  • Mobile computing
  • Mobile devices
  • Pediatrics
  • Health care
  • Information management

• Multi-touch Graph-Based Interaction for Knowledge Discovery on Mobile Devices: State-of-the-Art and Future Challenges

  Holzinger, A., Ofner, B. & Dehmer, M., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, p. 241-254

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Navigating through Very Large Sets of Medical Records: An Information Retrieval Evaluation Architecture for Non-standardized Text

  Kreuzthaler, M., Bloice, M. D., Simonic, K-M. & Holzinger, A., 2011, Information Quality in e-Health Springer Lecture Notes in Computer Science LNCS 7058. 1 ed. Heidelberg, Berlin, New York: Springer, p. 455-470

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Older Users’ Wish List for Technology Attributes A Comparison of Household and Medical Technologies

  Holzinger, A., Himmel, S. & Ziefle, M., 2013, Availability, Reliability, and Security in Information Systems and HCI Lecture Notes in Computer Science Volume 8127. Heidelberg, Berlin: Springer, p. 16-27

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• On Applying Approximate Entropy to ECG Signals for Knowledge Discovery on the Example of Big Sensor Data

  Holzinger, A., Stocker, C., Bruschi, M., Auinger, A., Silva, H. & Fred, A., 2012, Active Media Technologies, Springer Lecture Notes in Computer Science, LNCS 7669. 1 ed. Heidelberg, Berlin: Springer, Vol. 7669. p. 646-657 (Springer Lecture Notes in Computer Science, LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• On Complexity Reduction of User Interfaces for Safety-Critical Systems

  Holzinger, A., Popova, E., Peischl, B. & Ziefle, M., 2012, G. Quirchmayr et al. (Eds.): CD-ARES 2012, LNCS 7465, FIP International Federation for Information Processing 2012. 1 ed. Heidelberg, Berlin, New York: Springer, p. 108-122

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• On Computationally-Enhanced Visual Analysis of Heterogeneous Data and Its Application in Biomedical Informatics

  Turkay, C., Jeanquartier, F., Holzinger, A. & Hauser, H., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics. 1 ed. Heidelberg, Berlin: Springer, p. 117-140

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• On Entropy-Based Data Mining

  Holzinger, A., Hörtenhuber, M., Mayer, C., Bachler, M., Wassertheurer, S., Pinho, A. & Koslicki, D., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, LNCS 8401. 1 ed. Heidelberg, Berlin, New York: Springer, Vol. 8401. p. 209-226

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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  • Data mining
  • Entropy

• On Graph Entropy Measures for Knowledge Discovery from Publication Network Data

  Holzinger, A., Ofner, B., Stocker, C., Calero Valdez, A., Schaar, A-K., Ziefle, M. & Dehmer, M., 2013, Multidisciplinary Research and Practice for Information Systems. 1 ed. Heidelberg, Berlin, New York: Springer, p. 354-362

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• On Graph Extraction from Image Data

  Holzinger, A., Malle, B. & Giuliani, N., 2014, Brain Informatics and Health, BIH 2014, Lecture Notes in Artificial Intelligence LNAI 8609. 1 ed. Heidelberg, Berlin: Springer, p. 552-563

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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  • Data mining
  • HTML
  • Web browsers
  • Image classification
  • Watersheds

• On Interactive Data Visualization of Physiological Low-Cost-Sensor Data with Focus on Mental Stress

  Holzinger, A., Bruschi, M. & Wolfgang, E., 2013, Multidisciplinary Research and Practice for Information Systems Lecture Notes in Computer Science LNCS 8127. Cuzzocrea, A. (ed.). 1 ed. Heidelberg, Berlin, New York: Springer, Vol. 8127. p. 469-480

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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  • Data visualization
  • Visualization
  • Data privacy
  • Sensors
  • Technical presentations

• On Knowledge Discovery in Open Medical Data on the Example of the FDA Drug Adverse Event Reporting System for Alendronate (Fosamax)

  Yildirim, P., Ekmekci, I. O. E. & Holzinger, A., 2013, Human-Computer Interaction and Knowledge Discovery in Complex, Unstructured, Big Data, Lecture Notes in Computer Science, LNCS 7947. 1 ed. Heidelberg, Berlin, New York: Springer, p. 195-206

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• Online and Offline Determination of QT and PR Interval and QRS Duration in Electrocardiography

  Bachler, M., Mayer, C., Hametner, B., Wassertheurer, S. & Holzinger, A., 2012, ICPCA-SWS 2012, Springer Lecture Notes in Computer Science, LNCS 7719. 1 ed. Heidelberg, Berlin, New York: Springer, p. 1-15

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• On Patient’s Characteristics Extraction for Metabolic Syndrome Diagnosis: Predictive Modelling Based on Machine Learning

  Babic, F., Majnaric, L., Lukacova, A., Paralic, J. & Holzinger, A., 2014, Information Technology in Bio- and Medical Informatics. 1 ed. Heidelberg, Berlin: Springer, p. 118-132

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• On Terrain Coverage Optimization by Using a Network Approach for universal Graph-based Data Mining and Knowledge Discovery

  Preuss, M., Dehmer, M., Pickl, S. & Holzinger, A., 2014, BIH 2014 Lecture Notes in Artificial Intelligence LNAI 8609. 1 ed. Heidelberg, Berlin: Springer, p. 564-573

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• On Text Preprocessing for Opinion Mining outside of Laboratory Environments

  Petz, G., Karpowicz, M., Fürschuss, H., Auinger, A., Winkler, S., Schaller, S. & Holzinger, A., 2012, Active Media Technologies, Springer Lecture Notes in Computer Science, LNCS 7669. 1 ed. ., p. 618-629

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• On the Generation of Point Cloud Data Sets: Step One in the Knowledge Discovery Process

  Holzinger, A., Malle, B., Bloice, M. D., Wiltgen, M., Ferri, M., Stanganelli, I. & Hoffmann-Wellenhof, R., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, Vol. 8401. p. 57-80

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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  • Data mining
  • Topology
  • Computational geometry
  • Graph theory
  • Photography

• On the Prediction of Clusters for Adverse Reactions and Allergies on Antibiotics for Children to Improve Biomedical Decision Making

  Yildirim, P., Majnaric, L., Ekmekci, O. I. & Holzinger, A., 2013, Availability, Reliability, and Security in Information Systems and HCI, Lecture Notes in Computer Science LNCS 8127. 1 ed. Heidelberg, Berlin, New York: Springer, p. 431-445

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• On the Usage of Health Records for the Teaching of Decision-Making to Students of Medicine

  Bloice, M. D., Simonic, K-M. & Holzinger, A., 2014, The New Development of Technology Enhanced Learning Lecture Notes in Educational Technology Concept, Research and Best practice. 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 185-201

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• Ontology-Guided Principal Component Analysis: Reaching the limits of the doctor-in-the-loop

  Wartner, S., Girardi, D., Trenkler, J., Wiesinger-Widi, M., Kleiser, R. & Holzinger, A., 19 Aug 2016, Springer Lecture Notes in Computer Science LNCS 9832: Information Technology in Bio- and Medical Informatics. Heidelberg, Berlin, New York: Springer, p. 22-33

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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  • Principal component analysis
  • Ontology
  • Visualization

• On Topological Data Mining

  Holzinger, A., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics. Yu, L. (ed.). 1 ed. Heidelberg, Berlin: Springer, Vol. 8401. p. 331-356 (Lecture Notes in Computer Science LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• On Visual Analytics And Evaluation In Cell Physiology: A Case Study

  Jeanquartier, F. & Holzinger, A., 2013, Multidisciplinary Research and Practice for Information Systems, Springer Lecture Notes in Computer Science LNCS 8127. 1 ed. Heidelberg, Berlin, New York: Springer, p. 495-502

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• Opinion Mining on the Web 2.0 – Characteristics of User Generated Content and Their Impacts

  Petz, G., Karpowicz, M., Fürschuss, H., Auinger, A., Stritesky, V. & Holzinger, A., 2013, HCI-KDD Knowledge Discovery from Big Data, Lecture Notes LNCS 7947. Berlin, Heidelberg: Springer, p. 35-46

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Personalized Medicine by Means of Complex Networks – a Big Data Challenge

  Dehmer, M., Holzinger, A. & Emmert-Streib, F., 2014, Big Data und Datenschutz – Gegenseitige Herausforderungen. 1 ed. Zürich, Basel, Genf: Schulthess Juristische Medien AG, p. 37-44

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Protecting Anonymity in Data-Driven Biomedical Science

  Kieseberg, P., Hobel, H., Schrittwieser, S., Weippl, E. & Holzinger, A., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, Lecture Notes in Computer Science, LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, p. 301-316

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Quality-based knowledge discovery from medical text on the Web Example of computational methods in Web intelligence

  Holzinger, A., Yildirim, P., Geier, M. & Simonic, K-M., 2013, Advanced Techniques in Web Intelligence - Quality-based Information Retrieval (Lecture Notes in Artificial Intelligence, LNAI). 1 ed. Heidelberg, Berlin, London, New York: Springer, p. 145-158 (Springer Lecture Notes in Artificial Intelligence - LNAI).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Reasoning Under Uncertainty: Towards Collaborative Interactive Machine Learning

  Robert, S., Büttner, S., Röcker, C. & Holzinger, A., 8 Apr 2017, Springer Lecture Notes in Artificial Intelligence LNAI 9605. Springer, p. 357-376

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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  • Learning systems
  • Industrial applications
  • Uncertainty
  • Decision making
  • Health

• Shadow Expert Technique (SET) for Interaction Analysis in Educational Systems

  Stickel, C., Ebner, M. & Holzinger, A., 2011, Universal Access in HCI. Stephanidis, C. (ed.). 1 ed. Berlin Heidelberg: Springer, p. 642-651 (Springer Lecture Notes in Computer Science LNCS; vol. 6768).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Sign Language Multimedia Based Interaction for Aurally Handicapped People

  Debevc, M., Kozuh, I., Kosec, P., Rotovnik, M. & Holzinger, A., 2012, ICCHP 2012 Springer Lecture Notes in Computer Science LNCS 7383. Miesenberger, K., Karshmer, A., Penaz, P. & Zagler, W. (eds.). 1 ed. Heidelberg, Berlin, New York: Springer, p. 213-220

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• State-of-the-Art and Future Challenges in the Integration of Biobank Catalogues

  Müller, H., Reihs, R., Zatloukal, K., Jeanquartier, F., Merino Martinez, R., Enckevort, D., Swertz, M. & Holzinger, A., 2015, Smart Health: State-of-the-Art and Beyond, Springer Lecture Notes in Computer Science LNCS 8700. 1 ed. Cham, Heidelberg, New York, Dordrecht, London: Springer International, p. 261-273

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Towards Interactive Visualization of Longitudinal Data to Support Knowledge Discovery on Multi-touch Tablet Computers

  Holzinger, A., Schwarz, M., Ofner, B., Jeanquartier, F., Calero Valdez, A., Röcker, C. & Ziefle, M., 2014, Availability, Reliability, and Security in Information Systems. Teufel, S., Min, T. A., You, I. & Weippl, E. (eds.). 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 124-137

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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• Towards Personalization of Diabetes Therapy Using Computerized Decision Support and Machine Learning: Some Open Problems and Challenges

  Donsa, K., Spat, S., Beck, P., Pieber, T. & Holzinger, A., 2015, Smart Health: Open Problems and Future Challenges, Springer Lecture Notes in Computer Science LNCS 8700. 1 ed. Cham, Heidelberg, New York, Dordrecht, London: Springer, p. 237-260

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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  • Therapeutics
  • Life Style
  • Insulin
  • Machine Learning
  • Self Care

• Towards the Personalization of CAPTCHA Mechanisms Based on Individual Differences in Cognitive Processing

  Belk, M., Germanakos, P., Fidas, C., Holzinger, A. & Samaras, G., 2013, Human Factors in Computing and Informatics, Lecture Notes in Computer Science, LNCS 7946. 1 ed. Heidelberg, Berlin, New York: Springer, p. 409-426

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Tumor Growth Simulation Profiling

  Jean-Quartier, C., Jeanquartier, F., Cemernek, D. & Holzinger, A., 15 Aug 2016, Lecture Notes in Computer Science. Springer, p. 208-213

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

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  • Tumors
  • Cell growth
  • Bioinformatics
  • Medicine
  • Visualization

• Using mixed node publication network graphs for analyzing success in interdisciplinary teams

  Calero Valdez, A., Schaar, A-K., Ziefle, M., Holzinger, A., Jeschke, S. & Brecher, C., 2012, Active Media Technology. 1 ed. Heidelberg, Berlin, New York: ., p. 606-617

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Visual Data Mining: Effective Exploration of the Biological Universe

  Otasek, D., Pastrello, C., Holzinger, A. & Jurisica, I., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, p. 19-33

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Witness for the Doctor in the Loop

  Kieseberg, P., Schantl, J., Frühwirt, P., Weippl, E. & Holzinger, A., 2015, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI 9250. 1 ed. Heidelberg, Berlin: Springer, p. 369-378

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

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• Conference contribution

  A Mobile Information System for Improved Navigation in Public Transport User Centered Design, Development, Evaluation and e-Business Scenarios of a Mobile Roadmap Application

  Peischl, B., Ziefle, M. & Holzinger, A., 2012, Proceedings of the International Conference on Data Communication Networking, e-Business and Optical Communication Systems. Setubal: SciTec Press, p. 217-221

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

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• Analysis of Patient Groups and Immunization Results Based on Subspace Clustering

  Hund, M., Sturm, W. J., Schreck, T., Keim, D., Majnaric, L. & Holzinger, A., 2015, Brain Informatics and Health. Berlin: Springer, Vol. 9250. p. 358-368 (LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

• Applying Aspect Oriented Programming (AOP) in Usability Engineering processes: On the example of Tracking Usage Information for Remote Usability Testing

  Holzinger, A., Brugger, M. & Slany, W., 2011, Proceedings of the 8th International Conference on electronic Business and Telecommunications. Setubal (Lisbon, Portugal): SciTec, p. 53-56

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

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